Documentary research
Which engines and data are covered?
Check the exact model, queried surface, search mode, language and market. An API configuration and a public consumer interface do not necessarily produce the same answer.
Ask what actually ran
AI Labs Audit declares a configuration catalog; Peec AI sells active model allowances; Profound defines engines by plan; Meteoria sells a choice of three engines from its list. None of those descriptions proves that all configurations run in every collection.
Engines and queried surfaces
| Engine | Queried surface | Included in the plan | Observed |
|---|---|---|---|
| ChatGPT | ChatGPT assistant | Meteoria Starter: 3 of your choice from the list, Profound Trial: included Official source Official source | Not verified |
| Perplexity | Perplexity answers | Meteoria Starter: 3 of your choice from the list Official source | Not verified |
| Google AI Overview | AI overview in search results | Meteoria Starter: 3 of your choice from the list, Profound Trial: included Official source Official source | Not verified |
| Gemini | Gemini assistant | Meteoria Starter: 3 of your choice from the list, Profound Trial: included Official source Official source | Not verified |
| Grok | Grok assistant | Meteoria Starter: 3 of your choice from the list Official source | Not verified |
| Google AI Mode | AI mode of Google Search | Meteoria Starter: 3 of your choice from the list Official source | Not verified |
| Microsoft Copilot | Microsoft Copilot assistant | Meteoria Starter: 3 of your choice from the list Official source | Not verified |
Read demo coverage carefully
The reviewed portal displays all markets, analyses in English and in French. Public text includes a filtered heatmap; I do not turn it into an inventory of the entire corpus. Full raw answers and execution configuration are still needed.
Compare consistently
Record versions, localization, search options and dates. Do not compare a technical site score with brand presence share. A missing cell means unverified unless unavailability is explicitly stated.
Sources and resources
Detailed observations by plan
Observations and sources (11)
AI Labs Audit Discovery
Configured audit
- Active models
- 3 models per auditAvailable | Declared by the publisher | Official source
Context
AI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching.
AI Labs Audit All plans
Configured audit
- Documented coverage
- Catalog of over 50 models and configurations, selected per auditAvailable | Declared by the publisher | Official source
Context
AI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching.
Peec AI Starter
Brand monitoring
- Active models
- 3 modelsAvailable | Declared by the publisher | Official source
Context
Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate.
- Documented coverage
- Choose 3 models from the plan selection, paid add-onsAvailable | Declared by the publisher | Official source
Context
Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate.
Peec AI Pro
Brand monitoring
- Active models
- 3 modelsAvailable | Declared by the publisher | Official source
Context
Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate.
Peec AI Advanced
Brand monitoring
- Active models
- 3 modelsAvailable | Declared by the publisher | Official source
Context
Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate.
Profound Trial
Time-limited trial
- Active models
- 3 models 7-day trialAvailable | Declared by the publisher | Official source
Context
Profound brand trial, not a free recurring monthly plan. Recommended prompts cannot be customized. No exports or API in this trial.
- Documented coverage
- ChatGPT, Gemini, Google AI Overviews 7-day trialAvailable | Declared by the publisher | Official source
Context
Profound brand trial, not a free recurring monthly plan. Recommended prompts cannot be customized. No exports or API in this trial.
Profound Enterprise
Enterprise contract scope
- Active models
- Up to 10 engines, subject to contract modelsAvailable | Declared by the publisher | Official source
Context
Profound Enterprise for brands, terms by quotation. Agency quotas and prices are not transferred to this plan.
Meteoria Starter
Meteoria daily monitoring
- Documented coverage
- 3 engines of your choiceAvailable | Declared by the publisher | Official source
Context
Meteoria Starter plan, publisher declaration. Choose from the publisher list: ChatGPT, Perplexity, Google AI Overview, Gemini, Grok, Google AI Mode, Microsoft Copilot.
AI Labs Audit Public demo
Scope still to be verified
- Total demo corpus size
- Global corpus not verifiedNot verified | Observed in the public demo | Official source
Context
The screenshot does not establish the global corpus. The public text heatmap describes a filtered view, not necessarily every scenario. Full raw data is still needed.